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Journal : Indonesian Journal of Electronics and Instrumentation Systems

Stunting Classification Model For Toddlers Using SMOTE and Support Vector Machine (SVM) (Case Study: Samalanga Community Health Center) mahdi, mahdi; Hidayat, Rahmad; Ulfa, Mazaia
IJEIS (Indonesian Journal of Electronics and Instrumentation Systems) Vol 15, No 2 (2025): October
Publisher : IndoCEISS in colaboration with Universitas Gadjah Mada, Indonesia.

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/ijeis.110678

Abstract

Stunting is a growth disorder that has long-term impacts on child development. This study aims to develop a classification model for determining stunting status in toddlers using the Support Vector Machine (SVM) algorithm, with a case study conducted at the Samalanga Community Health Center. The dataset used consists of 1,205 toddlers. The research stages include preprocessing, data balancing using SMOTE, and parameter tuning using GridSearchCV. The developed model successfully achieved an accuracy of 0.97, an ROC-AUC of 0.96, and an average f1-score of 0.97. These results indicate that the model can accurately distinguish between stunted and non-stunted toddlers. Benchmarking against public datasets shows that the model in this study has a 2% higher accuracy and a 4.7% higher ROC-AUC value compared to previous studies. These findings indicate that the applied pipeline approach is effective in improving classification accuracy. The resulting model has the potential to support fast and accurate stunting classification. 
Co-Authors AA Sudharmawan, AA Abdi, Musta'inul Abdul Hakam Abdul Mutolib Achmad Zaki Adzim, M. Yasir Fath’hul Aghnia Wulandari Agus Nugroho, Agus Ahmad Rizani, Ahmad Alfiyanto, Afif Almas Anieq Amirullah -, Amirullah Amrina, Elita Andriani Andriani Anggraini, Anggy Anita Erari Annisa, Rania Anwaril Hamidy Apriyanda Kusuma Wijaya Arhami, Muhammad ARIS ARIS, ARIS Asdi Agustar Ayunda, Sarifa Azhar , Azhar Azhar Azhar Azhari Azhari Bambang Istijono, Bambang Bayhaqi, Rasya Abi Darmawati Darmawati Defri Rahman Dewi, Thahira Kemala Dina Hayati Putri Efriandy, Iwan Efrizal Syofyan Eko Sujadi Erwin Erwin Fahreza, Safrijul Faidil Tanjung Fatihah, Nurul Hidayat S.Kom. Fazilla, Dian Febrin Anas Ismail Fisa, Triansyah Fitrah, Annisa Umul Fitri Hidayati fitri, silvia Freddy, Manton Chandra Fuji Astuti Febria Giffari, Muhammad Al Gumilang, Randi Muhammad Hartono, Pierdijono Hasanah, Rifnatul Hasdi Aimon Hendrawaty Hendrawaty, Hendrawaty Hikam, Fani Fazrul Humaeroh, Novi Huzaeni, Huzaeni Ibrahim Ibrahim Idayani, Ida Ijal Fahmi, Ijal Ikhwan, M. Inas Sofia Latif Ismayani Ismayani Isyaturriyadhah, Isyaturriyadhah Jabang Nurdin Jen Surya Jihan, Raihan Judijanto, Loso Juli Andriyani Kesuma, Nilam Khadafi, M Kraugusteeliana Kraugusteeliana Lubis, Rakhmad Syafutra Lusiana, Cindy M. Ikhwan Manik, Hery Purwanto Maryam Maryam Mataputun, Yulius Maulida, Khaira Mesti, Mesti Miranda, Aullya Mirsal, Andri Mochammad Imron Awalludin Mohammad, Wily Muhamad Lutfi Muhammad Davi Muhammad Reza Zulman Muhammad Rizka, Muhammad Mulia, Rauza Mulyadi Mulyadi Mursyidah Mursyidah Nadia, Khaira Nadia, Putri Narny, Yenny Nelly Nelly Ningsih, Tri Widyastuti Nuryah Nuryah, Nuryah Permana, Riko Mersandro Phonna, Khairuna Phonna, Riezqya Arrina Pratama, Ario Pratiwi, Dini Prayanda, Ibnu Riyadhie Purnawan Purnawan Purnomo Purnomo Putra Ginting, Rachel Ardana Rahmani, Dirratu RAHMAT SYAHNI Rahmi Hamidah Rahmi Rahmi Resti Rahayu REZA FAHLEVI Riandi Marisa Rika Hariance Rina Yuliet, Rina Rizal Fahmi Rodhiah, Ayu Rudi Febriamansyah Safira, Putri Julia Salahuddin Salahuddin Salahuddin Salahuddin Salami Mahmud Salami, Salami Mahmud Sandi, Khairiyah Santoso, Fickyh Verdhyawan Saputra, Dendi Sari, Dwi Ulan Sasono, Heri Sayyidah Nur Habibah Sehat Ihsan Shadiqin Shakira, Nadia Simbolon, Syadzwina Salsabila Simbolon, Zulfan Khairil Siraj Siraj Siregar, Ramdhan Halid Siti Aulia Astata, Siti Aulia Astata Siti Helmyati Siti Nur Azizah, Siti Sri Setiawati, Sri Stanford, Richard Sufitrayati, Sufitrayati Sufitrayati, Sufitrayati Surahman, Bambang Syafrullah, Haidir Syahrullah Syahrullah Syaiful Indra, Syaiful Syamsu Rijal Syatria Adymas Pranajaya Syauqi, Muhammad Tasrizal, Tasrizal Tesri Maideliza Teuku Zulfikar Triana, Lora Ula, Firza Rahmatul Ulfa, Mazaia Ulfia, Ulfia Vinka, Jasinta Ananda Wahyudi, M. Agus Wahyudin Wahyudin Warul Walidin, Warul Walidin AK Wati, Indah Wiradinanta, Wiradinanta Yani, Ida Yonariza Yonariza, Yonariza Yossafra, Yossafra Yudha Saktian Syafruddin Yuerlita Yulistriani, Yulistriani Yurike Yurike Zaman, M Nuruz Zis, Sirajul Fuad ‘Inayah, Awaliyyatul